Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295700 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 8 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 7 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 10 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Humidity (%r.h.) and 14 other fields | High correlation |
R5 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R6 (MOhm) is highly overall correlated with R1 (MOhm) and 8 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 10 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 3 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -101.4667999) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32193 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:35:12.471267 |
|---|---|
| Analysis finished | 2022-12-20 08:37:13.912969 |
| Duration | 2 minutes and 1.44 second |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295700 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45455.048 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.553 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4539.0945 |
| Q1 | 22731.503 |
| median | 45462.693 |
| Q3 | 68176.642 |
| 95-th percentile | 86366.981 |
| Maximum | 90909.553 |
| Range | 90909.553 |
| Interquartile range (IQR) | 45445.14 |
Descriptive statistics
| Standard deviation | 26243.232 |
|---|---|
| Coefficient of variation (CV) | 0.57734473 |
| Kurtosis | -1.1996775 |
| Mean | 45455.048 |
| Median Absolute Deviation (MAD) | 22722.643 |
| Skewness | -0.00024555779 |
| Sum | 1.3441058 × 1010 |
| Variance | 6.8870723 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60635.184 | 1 | < 0.1% |
| 60606.754 | 1 | < 0.1% |
| 60606.449 | 1 | < 0.1% |
| 60606.143 | 1 | < 0.1% |
| 60605.838 | 1 | < 0.1% |
| 60605.533 | 1 | < 0.1% |
| 60605.229 | 1 | < 0.1% |
| 60604.924 | 1 | < 0.1% |
| 60604.62 | 1 | < 0.1% |
| Other values (295690) | 295690 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.309 | 1 | |
| 0.618 | 1 | |
| 0.929 | 1 | |
| 1.238 | 1 | |
| 1.544 | 1 | |
| 1.855 | 1 | |
| 2.162 | 1 | |
| 2.471 | 1 | |
| 2.78 | 1 |
| Value | Count | Frequency (%) |
| 90909.553 | 1 | |
| 90909.248 | 1 | |
| 90908.943 | 1 | |
| 90908.638 | 1 | |
| 90908.334 | 1 | |
| 90908.029 | 1 | |
| 90907.724 | 1 | |
| 90907.419 | 1 | |
| 90907.115 | 1 | |
| 90906.81 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8987927 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32193 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4278612 |
|---|---|
| Coefficient of variation (CV) | 0.6493581 |
| Kurtosis | -1.2332645 |
| Mean | 9.8987927 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0095939827 |
| Sum | 2927073 |
| Variance | 41.3174 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32193 | |
| 17.78 | 29272 | |
| 6.67 | 29268 | |
| 8.89 | 29262 | |
| 4.44 | 29253 | |
| 11.11 | 29249 | |
| 20 | 29247 | |
| 2.22 | 29244 | |
| 13.33 | 29231 | |
| 15.56 | 29187 | |
| Other values (294) | 294 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32193 | |
| 0.0533 | 1 | < 0.1% |
| 0.2134 | 1 | < 0.1% |
| 0.32 | 1 | < 0.1% |
| 0.3555 | 1 | < 0.1% |
| 0.4174 | 1 | < 0.1% |
| 0.4356 | 1 | < 0.1% |
| 0.5528 | 1 | < 0.1% |
| 0.8125 | 1 | < 0.1% |
| 0.9502 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29247 | |
| 19.9023 | 1 | < 0.1% |
| 19.4666 | 1 | < 0.1% |
| 19.4184 | 1 | < 0.1% |
| 18.82 | 1 | < 0.1% |
| 18.7701 | 1 | < 0.1% |
| 18.739 | 1 | < 0.1% |
| 18.5481 | 1 | < 0.1% |
| 18.4937 | 1 | < 0.1% |
| 18.0575 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 17886 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.375461 |
| Minimum | 16.38 |
|---|---|
| Maximum | 72.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.38 |
|---|---|
| 5-th percentile | 23.07 |
| Q1 | 36.128975 |
| median | 46.61 |
| Q3 | 55.27 |
| 95-th percentile | 64.69 |
| Maximum | 72.88 |
| Range | 56.5 |
| Interquartile range (IQR) | 19.141025 |
Descriptive statistics
| Standard deviation | 12.435753 |
|---|---|
| Coefficient of variation (CV) | 0.27406339 |
| Kurtosis | -0.73687925 |
| Mean | 45.375461 |
| Median Absolute Deviation (MAD) | 9.42 |
| Skewness | -0.15840268 |
| Sum | 13417524 |
| Variance | 154.64795 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.98 | 5653 | 1.9% |
| 37.2 | 2988 | 1.0% |
| 30.76 | 2936 | 1.0% |
| 36.13 | 2824 | 1.0% |
| 32.92 | 2143 | 0.7% |
| 50.74 | 2136 | 0.7% |
| 48.72 | 2015 | 0.7% |
| 28.58 | 2014 | 0.7% |
| 38.26 | 1991 | 0.7% |
| 31.84 | 1991 | 0.7% |
| Other values (17876) | 269009 |
| Value | Count | Frequency (%) |
| 16.38 | 449 | |
| 16.3801 | 1 | < 0.1% |
| 16.3803 | 1 | < 0.1% |
| 16.3805 | 1 | < 0.1% |
| 16.4102 | 1 | < 0.1% |
| 16.4265 | 1 | < 0.1% |
| 16.4656 | 1 | < 0.1% |
| 16.4998 | 1 | < 0.1% |
| 16.581 | 1 | < 0.1% |
| 16.5973 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 72.88 | 14 | < 0.1% |
| 72.8774 | 1 | < 0.1% |
| 72.8769 | 1 | < 0.1% |
| 72.8743 | 1 | < 0.1% |
| 72.8739 | 1 | < 0.1% |
| 72.8713 | 1 | < 0.1% |
| 72.8708 | 1 | < 0.1% |
| 72.87 | 146 | |
| 72.8699 | 1 | < 0.1% |
| 72.8697 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 4676 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.302234 |
| Minimum | 25.98 |
|---|---|
| Maximum | 26.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 25.98 |
|---|---|
| 5-th percentile | 26.06 |
| Q1 | 26.14 |
| median | 26.34 |
| Q3 | 26.42 |
| 95-th percentile | 26.54 |
| Maximum | 26.62 |
| Range | 0.64 |
| Interquartile range (IQR) | 0.28 |
Descriptive statistics
| Standard deviation | 0.15777888 |
|---|---|
| Coefficient of variation (CV) | 0.0059986875 |
| Kurtosis | -1.2213779 |
| Mean | 26.302234 |
| Median Absolute Deviation (MAD) | 0.12 |
| Skewness | -0.16978225 |
| Sum | 7777570.5 |
| Variance | 0.024894175 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.38 | 34322 | |
| 26.42 | 32032 | |
| 26.46 | 28495 | |
| 26.06 | 27287 | |
| 26.14 | 26592 | |
| 26.5 | 21082 | 7.1% |
| 26.22 | 20694 | 7.0% |
| 26.26 | 17091 | 5.8% |
| 26.18 | 15061 | 5.1% |
| 26.3 | 13176 | 4.5% |
| Other values (4666) | 59868 |
| Value | Count | Frequency (%) |
| 25.98 | 120 | |
| 25.981 | 1 | < 0.1% |
| 25.9819 | 1 | < 0.1% |
| 25.9828 | 2 | < 0.1% |
| 25.9838 | 1 | < 0.1% |
| 25.9844 | 1 | < 0.1% |
| 25.9848 | 1 | < 0.1% |
| 25.9853 | 1 | < 0.1% |
| 25.9865 | 1 | < 0.1% |
| 25.9876 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.62 | 944 | |
| 26.6193 | 1 | < 0.1% |
| 26.6188 | 2 | < 0.1% |
| 26.6185 | 1 | < 0.1% |
| 26.6184 | 1 | < 0.1% |
| 26.618 | 1 | < 0.1% |
| 26.6177 | 1 | < 0.1% |
| 26.6174 | 2 | < 0.1% |
| 26.6168 | 1 | < 0.1% |
| 26.6162 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11494 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94349 |
| Minimum | 0 |
|---|---|
| Maximum | 275.6979 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7509 |
| Q1 | 239.8949 |
| median | 239.972 |
| Q3 | 240.0452 |
| 95-th percentile | 240.1841 |
| Maximum | 275.6979 |
| Range | 275.6979 |
| Interquartile range (IQR) | 0.1503 |
Descriptive statistics
| Standard deviation | 1.8911779 |
|---|---|
| Coefficient of variation (CV) | 0.0078817639 |
| Kurtosis | 11906.441 |
| Mean | 239.94349 |
| Median Absolute Deviation (MAD) | 0.075 |
| Skewness | -101.4668 |
| Sum | 70951289 |
| Variance | 3.576554 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9686 | 152 | 0.1% |
| 239.9683 | 143 | < 0.1% |
| 239.9583 | 137 | < 0.1% |
| 239.9826 | 135 | < 0.1% |
| 239.9625 | 135 | < 0.1% |
| 239.9821 | 135 | < 0.1% |
| 239.988 | 134 | < 0.1% |
| 239.968 | 134 | < 0.1% |
| 239.9543 | 131 | < 0.1% |
| 239.9714 | 131 | < 0.1% |
| Other values (11484) | 294333 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.0547 | 1 | < 0.1% |
| 0.2009 | 1 | < 0.1% |
| 0.3482 | 1 | < 0.1% |
| 7.659 | 1 | < 0.1% |
| 25.7557 | 1 | < 0.1% |
| 52.0372 | 1 | < 0.1% |
| 80.6487 | 1 | < 0.1% |
| 98.3478 | 1 | < 0.1% |
| 117.6403 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 275.6979 | 1 | |
| 264.9723 | 1 | |
| 264.4917 | 1 | |
| 262.3809 | 1 | |
| 259.7318 | 1 | |
| 257.6768 | 1 | |
| 257.4872 | 1 | |
| 257.2554 | 1 | |
| 255.8208 | 1 | |
| 255.5321 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1691 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35486081 |
| Minimum | 0.198 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.198 |
|---|---|
| 5-th percentile | 0.1991 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.2069 |
| 95-th percentile | 0.898 |
| Maximum | 0.9 |
| Range | 0.702 |
| Interquartile range (IQR) | 0.0069 |
Descriptive statistics
| Standard deviation | 0.28836526 |
|---|---|
| Coefficient of variation (CV) | 0.81261513 |
| Kurtosis | -0.20622885 |
| Mean | 0.35486081 |
| Median Absolute Deviation (MAD) | 0.0003 |
| Skewness | 1.3370146 |
| Sum | 104932.34 |
| Variance | 0.083154525 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 129116 | |
| 0.898 | 34041 | 11.5% |
| 0.199 | 12519 | 4.2% |
| 0.1996 | 6231 | 2.1% |
| 0.1999 | 6205 | 2.1% |
| 0.1994 | 6173 | 2.1% |
| 0.1992 | 6168 | 2.1% |
| 0.1997 | 6164 | 2.1% |
| 0.1998 | 6116 | 2.1% |
| 0.1993 | 6094 | 2.1% |
| Other values (1681) | 76873 |
| Value | Count | Frequency (%) |
| 0.198 | 2 | < 0.1% |
| 0.1981 | 5 | |
| 0.1982 | 6 | |
| 0.1983 | 4 | |
| 0.1984 | 5 | |
| 0.1985 | 6 | |
| 0.1986 | 4 | |
| 0.1987 | 3 | |
| 0.1988 | 2 | < 0.1% |
| 0.1989 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.9 | 1 | < 0.1% |
| 0.8998 | 1 | < 0.1% |
| 0.8995 | 1 | < 0.1% |
| 0.8992 | 2 | < 0.1% |
| 0.899 | 1608 | |
| 0.8989 | 1036 | |
| 0.8988 | 1018 | |
| 0.8987 | 1033 | |
| 0.8986 | 987 | |
| 0.8985 | 1023 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8490 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.961474 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 114.818 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.0786 |
| Q1 | 0.4175 |
| median | 1.88 |
| Q3 | 27.9071 |
| 95-th percentile | 68.5571 |
| Maximum | 114.818 |
| Range | 114.7853 |
| Interquartile range (IQR) | 27.4896 |
Descriptive statistics
| Standard deviation | 23.365373 |
|---|---|
| Coefficient of variation (CV) | 1.4638606 |
| Kurtosis | 0.89269387 |
| Mean | 15.961474 |
| Median Absolute Deviation (MAD) | 1.7981 |
| Skewness | 1.4323171 |
| Sum | 4719807.9 |
| Variance | 545.94068 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 72.5638 | 738 | 0.2% |
| 70.7619 | 725 | 0.2% |
| 68.5571 | 712 | 0.2% |
| 71.9176 | 711 | 0.2% |
| 69.6423 | 704 | 0.2% |
| 73.1111 | 703 | 0.2% |
| 71.3877 | 687 | 0.2% |
| 69.1448 | 683 | 0.2% |
| 68.0747 | 663 | 0.2% |
| 67.5047 | 662 | 0.2% |
| Other values (8480) | 288712 |
| Value | Count | Frequency (%) |
| 0.0327 | 1 | < 0.1% |
| 0.0331 | 1 | < 0.1% |
| 0.0332 | 1 | < 0.1% |
| 0.0333 | 2 | |
| 0.0335 | 3 | |
| 0.0336 | 1 | < 0.1% |
| 0.0339 | 2 | |
| 0.034 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 114.818 | 4 | < 0.1% |
| 113.4868 | 4 | < 0.1% |
| 111.9292 | 4 | < 0.1% |
| 110.6632 | 7 | < 0.1% |
| 109.181 | 13 | < 0.1% |
| 107.9756 | 12 | < 0.1% |
| 106.5634 | 21 | |
| 105.4143 | 41 | |
| 104.0673 | 40 | |
| 102.9706 | 47 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8241 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.973945 |
| Minimum | 0.0557 |
|---|---|
| Maximum | 183.4484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0557 |
|---|---|
| 5-th percentile | 0.14 |
| Q1 | 0.4901 |
| median | 1.4441 |
| Q3 | 31.0916 |
| 95-th percentile | 77.677 |
| Maximum | 183.4484 |
| Range | 183.3927 |
| Interquartile range (IQR) | 30.6015 |
Descriptive statistics
| Standard deviation | 27.113505 |
|---|---|
| Coefficient of variation (CV) | 1.5084894 |
| Kurtosis | 0.3970459 |
| Mean | 17.973945 |
| Median Absolute Deviation (MAD) | 1.3022 |
| Skewness | 1.3552247 |
| Sum | 5314895.5 |
| Variance | 735.14214 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80.5097 | 1111 | 0.4% |
| 76.9383 | 1085 | 0.4% |
| 79.7171 | 1072 | 0.4% |
| 77.677 | 1042 | 0.4% |
| 79.0683 | 1027 | 0.3% |
| 78.3034 | 1023 | 0.3% |
| 81.1822 | 1014 | 0.3% |
| 82.004 | 999 | 0.3% |
| 75.6194 | 958 | 0.3% |
| 75.0345 | 955 | 0.3% |
| Other values (8231) | 285414 |
| Value | Count | Frequency (%) |
| 0.0557 | 1 | |
| 0.0569 | 1 | |
| 0.057 | 1 | |
| 0.0577 | 2 | |
| 0.0582 | 1 | |
| 0.0592 | 1 | |
| 0.0594 | 1 | |
| 0.0597 | 2 | |
| 0.0598 | 1 | |
| 0.0601 | 1 |
| Value | Count | Frequency (%) |
| 183.4484 | 1 | < 0.1% |
| 135.8172 | 1 | < 0.1% |
| 131.804 | 1 | < 0.1% |
| 122.8846 | 1 | < 0.1% |
| 121.0628 | 1 | < 0.1% |
| 117.8584 | 2 | < 0.1% |
| 116.4568 | 1 | < 0.1% |
| 114.818 | 3 | |
| 113.4868 | 7 | |
| 111.9292 | 5 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8232 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.518973 |
| Minimum | 0.0539 |
|---|---|
| Maximum | 159.2042 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0539 |
|---|---|
| 5-th percentile | 0.1119 |
| Q1 | 0.5949 |
| median | 4.3326 |
| Q3 | 45.8407 |
| 95-th percentile | 81.51 |
| Maximum | 159.2042 |
| Range | 159.1503 |
| Interquartile range (IQR) | 45.2458 |
Descriptive statistics
| Standard deviation | 28.782574 |
|---|---|
| Coefficient of variation (CV) | 1.2781477 |
| Kurtosis | -0.37543089 |
| Mean | 22.518973 |
| Median Absolute Deviation (MAD) | 4.2188 |
| Skewness | 1.0261989 |
| Sum | 6658860.2 |
| Variance | 828.43654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.0507 | 1139 | 0.4% |
| 80.6932 | 1137 | 0.4% |
| 84.6501 | 1137 | 0.4% |
| 83.7703 | 1122 | 0.4% |
| 82.2033 | 1119 | 0.4% |
| 81.51 | 1111 | 0.4% |
| 85.3974 | 1063 | 0.4% |
| 80.0247 | 1049 | 0.4% |
| 79.2369 | 1015 | 0.3% |
| 78.592 | 993 | 0.3% |
| Other values (8222) | 284815 |
| Value | Count | Frequency (%) |
| 0.0539 | 1 | < 0.1% |
| 0.0542 | 1 | < 0.1% |
| 0.0546 | 1 | < 0.1% |
| 0.0558 | 1 | < 0.1% |
| 0.0566 | 1 | < 0.1% |
| 0.0567 | 1 | < 0.1% |
| 0.0568 | 2 | |
| 0.057 | 4 | |
| 0.0573 | 1 | < 0.1% |
| 0.0574 | 3 |
| Value | Count | Frequency (%) |
| 159.2042 | 1 | < 0.1% |
| 153.6975 | 1 | < 0.1% |
| 131.01 | 1 | < 0.1% |
| 123.6951 | 1 | < 0.1% |
| 118.8647 | 1 | < 0.1% |
| 114.1263 | 2 | < 0.1% |
| 112.8031 | 5 | < 0.1% |
| 111.2549 | 8 | < 0.1% |
| 109.9965 | 18 | |
| 108.5233 | 36 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7612 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.196563 |
| Minimum | 0.0402 |
|---|---|
| Maximum | 101.6954 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0402 |
|---|---|
| 5-th percentile | 0.1018 |
| Q1 | 2.0355 |
| median | 21.5249 |
| Q3 | 34.1241 |
| 95-th percentile | 51.1162 |
| Maximum | 101.6954 |
| Range | 101.6552 |
| Interquartile range (IQR) | 32.0886 |
Descriptive statistics
| Standard deviation | 17.560505 |
|---|---|
| Coefficient of variation (CV) | 0.82846002 |
| Kurtosis | -0.81367532 |
| Mean | 21.196563 |
| Median Absolute Deviation (MAD) | 15.5082 |
| Skewness | 0.3632294 |
| Sum | 6267823.7 |
| Variance | 308.37134 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.898 | 970 | 0.3% |
| 32.447 | 969 | 0.3% |
| 33.8093 | 966 | 0.3% |
| 34.4447 | 963 | 0.3% |
| 36.1399 | 959 | 0.3% |
| 32.6048 | 959 | 0.3% |
| 35.7879 | 952 | 0.3% |
| 33.033 | 950 | 0.3% |
| 34.9216 | 950 | 0.3% |
| 33.3338 | 949 | 0.3% |
| Other values (7602) | 286113 |
| Value | Count | Frequency (%) |
| 0.0402 | 1 | |
| 0.0404 | 2 | |
| 0.0411 | 2 | |
| 0.0413 | 1 | |
| 0.0415 | 2 | |
| 0.042 | 2 | |
| 0.0422 | 1 | |
| 0.0423 | 1 | |
| 0.0424 | 1 | |
| 0.0425 | 1 |
| Value | Count | Frequency (%) |
| 101.6954 | 1 | < 0.1% |
| 94.1082 | 1 | < 0.1% |
| 83.6839 | 1 | < 0.1% |
| 82.6836 | 3 | < 0.1% |
| 81.8678 | 2 | < 0.1% |
| 80.9098 | 2 | < 0.1% |
| 80.1281 | 5 | < 0.1% |
| 79.2097 | 11 | |
| 78.4601 | 13 | |
| 77.5789 | 24 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7891 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.0338 |
| Minimum | 0.049 |
|---|---|
| Maximum | 169.2115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.049 |
|---|---|
| 5-th percentile | 0.115 |
| Q1 | 1.8241 |
| median | 33.3292 |
| Q3 | 52.3895 |
| 95-th percentile | 79.5571 |
| Maximum | 169.2115 |
| Range | 169.1625 |
| Interquartile range (IQR) | 50.5654 |
Descriptive statistics
| Standard deviation | 27.46547 |
|---|---|
| Coefficient of variation (CV) | 0.85739031 |
| Kurtosis | -0.98609427 |
| Mean | 32.0338 |
| Median Absolute Deviation (MAD) | 25.4339 |
| Skewness | 0.34436088 |
| Sum | 9472394.7 |
| Variance | 754.35204 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.0682 | 1342 | 0.5% |
| 48.3116 | 1328 | 0.4% |
| 48.8555 | 1310 | 0.4% |
| 49.9804 | 1308 | 0.4% |
| 49.7203 | 1296 | 0.4% |
| 52.1043 | 1287 | 0.4% |
| 46.5203 | 1286 | 0.4% |
| 47.0253 | 1272 | 0.4% |
| 48.6068 | 1268 | 0.4% |
| 49.4117 | 1267 | 0.4% |
| Other values (7881) | 282736 |
| Value | Count | Frequency (%) |
| 0.049 | 1 | < 0.1% |
| 0.0494 | 1 | < 0.1% |
| 0.0496 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.0501 | 1 | < 0.1% |
| 0.0502 | 1 | < 0.1% |
| 0.0505 | 2 | |
| 0.0507 | 3 | |
| 0.051 | 1 | < 0.1% |
| 0.0511 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 169.2115 | 1 | < 0.1% |
| 129.7955 | 1 | < 0.1% |
| 127.7625 | 1 | < 0.1% |
| 124.1949 | 4 | < 0.1% |
| 122.6378 | 4 | < 0.1% |
| 120.8197 | 5 | < 0.1% |
| 119.345 | 7 | < 0.1% |
| 117.6218 | 13 | |
| 116.223 | 16 | |
| 114.5874 | 27 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7893 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.92007 |
| Minimum | 0.048 |
|---|---|
| Maximum | 191.4518 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.048 |
|---|---|
| 5-th percentile | 0.124 |
| Q1 | 1.5669 |
| median | 23.2627 |
| Q3 | 49.8802 |
| 95-th percentile | 78.4368 |
| Maximum | 191.4518 |
| Range | 191.4038 |
| Interquartile range (IQR) | 48.3133 |
Descriptive statistics
| Standard deviation | 27.309899 |
|---|---|
| Coefficient of variation (CV) | 0.94432342 |
| Kurtosis | -0.8828047 |
| Mean | 28.92007 |
| Median Absolute Deviation (MAD) | 23.12 |
| Skewness | 0.54720401 |
| Sum | 8551664.6 |
| Variance | 745.83059 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.1206 | 1169 | 0.4% |
| 79.1164 | 1154 | 0.4% |
| 80.6531 | 1127 | 0.4% |
| 48.6935 | 1127 | 0.4% |
| 77.6364 | 1126 | 0.4% |
| 49.2798 | 1121 | 0.4% |
| 50.2138 | 1121 | 0.4% |
| 49.0116 | 1118 | 0.4% |
| 46.4788 | 1118 | 0.4% |
| 79.9474 | 1111 | 0.4% |
| Other values (7883) | 284408 |
| Value | Count | Frequency (%) |
| 0.048 | 1 | < 0.1% |
| 0.0483 | 1 | < 0.1% |
| 0.0484 | 1 | < 0.1% |
| 0.0486 | 1 | < 0.1% |
| 0.0487 | 1 | < 0.1% |
| 0.0491 | 1 | < 0.1% |
| 0.0492 | 1 | < 0.1% |
| 0.0504 | 1 | < 0.1% |
| 0.0509 | 3 | |
| 0.0511 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 191.4518 | 1 | < 0.1% |
| 168.4491 | 1 | < 0.1% |
| 129.6516 | 1 | < 0.1% |
| 123.7317 | 1 | < 0.1% |
| 120.179 | 1 | < 0.1% |
| 118.6302 | 1 | < 0.1% |
| 116.8232 | 3 | < 0.1% |
| 115.3585 | 4 | < 0.1% |
| 113.6483 | 4 | < 0.1% |
| 112.2611 | 16 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7777 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.181926 |
| Minimum | 0.0529 |
|---|---|
| Maximum | 138.9553 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0529 |
|---|---|
| 5-th percentile | 0.1222 |
| Q1 | 1.9287 |
| median | 32.3678 |
| Q3 | 53.0601 |
| 95-th percentile | 80.5302 |
| Maximum | 138.9553 |
| Range | 138.9024 |
| Interquartile range (IQR) | 51.1314 |
Descriptive statistics
| Standard deviation | 27.803348 |
|---|---|
| Coefficient of variation (CV) | 0.86394295 |
| Kurtosis | -1.0446345 |
| Mean | 32.181926 |
| Median Absolute Deviation (MAD) | 26.0192 |
| Skewness | 0.34968294 |
| Sum | 9516195.5 |
| Variance | 773.02616 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.4536 | 1321 | 0.4% |
| 50.8483 | 1302 | 0.4% |
| 48.8606 | 1299 | 0.4% |
| 49.6787 | 1299 | 0.4% |
| 49.1134 | 1296 | 0.4% |
| 52.4174 | 1294 | 0.4% |
| 49.4202 | 1294 | 0.4% |
| 49.9924 | 1286 | 0.4% |
| 51.7898 | 1285 | 0.4% |
| 50.2568 | 1282 | 0.4% |
| Other values (7767) | 282742 |
| Value | Count | Frequency (%) |
| 0.0529 | 1 | < 0.1% |
| 0.0533 | 2 | |
| 0.0534 | 1 | < 0.1% |
| 0.0539 | 1 | < 0.1% |
| 0.0543 | 1 | < 0.1% |
| 0.0545 | 4 | |
| 0.0547 | 1 | < 0.1% |
| 0.0551 | 1 | < 0.1% |
| 0.0552 | 3 | |
| 0.0553 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 138.9553 | 1 | < 0.1% |
| 132.8873 | 1 | < 0.1% |
| 116.9118 | 2 | < 0.1% |
| 115.5214 | 4 | < 0.1% |
| 113.8957 | 3 | < 0.1% |
| 112.5752 | 15 | < 0.1% |
| 111.0301 | 23 | < 0.1% |
| 109.7743 | 34 | |
| 108.304 | 63 | |
| 107.1083 | 72 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6234 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.786405 |
| Minimum | 0.0326 |
|---|---|
| Maximum | 96.8414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0326 |
|---|---|
| 5-th percentile | 0.0996 |
| Q1 | 12.1976 |
| median | 27.8405 |
| Q3 | 41.9221 |
| 95-th percentile | 62.5385 |
| Maximum | 96.8414 |
| Range | 96.8088 |
| Interquartile range (IQR) | 29.7245 |
Descriptive statistics
| Standard deviation | 20.250031 |
|---|---|
| Coefficient of variation (CV) | 0.72877478 |
| Kurtosis | -0.80269392 |
| Mean | 27.786405 |
| Median Absolute Deviation (MAD) | 14.2831 |
| Skewness | 0.15846042 |
| Sum | 8216440 |
| Variance | 410.06377 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1002 | 1044 | 0.4% |
| 47.6519 | 1021 | 0.3% |
| 54.8097 | 1005 | 0.3% |
| 49.7495 | 1005 | 0.3% |
| 46.2986 | 1003 | 0.3% |
| 53.3555 | 1001 | 0.3% |
| 0.1005 | 997 | 0.3% |
| 48.5445 | 996 | 0.3% |
| 39.4289 | 995 | 0.3% |
| 51.0146 | 992 | 0.3% |
| Other values (6224) | 285641 |
| Value | Count | Frequency (%) |
| 0.0326 | 1 | |
| 0.0333 | 1 | |
| 0.0334 | 1 | |
| 0.0335 | 2 | |
| 0.0337 | 1 | |
| 0.0338 | 2 | |
| 0.0339 | 2 | |
| 0.0342 | 1 | |
| 0.0343 | 1 | |
| 0.0344 | 1 |
| Value | Count | Frequency (%) |
| 96.8414 | 1 | < 0.1% |
| 95.604 | 1 | < 0.1% |
| 91.3229 | 1 | < 0.1% |
| 90.4024 | 1 | < 0.1% |
| 89.3217 | 5 | < 0.1% |
| 88.4405 | 8 | < 0.1% |
| 87.4055 | 12 | |
| 86.5611 | 14 | |
| 85.5689 | 18 | |
| 84.7592 | 25 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6164 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.798559 |
| Minimum | 0.0289 |
|---|---|
| Maximum | 78.6328 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0289 |
|---|---|
| 5-th percentile | 0.0967 |
| Q1 | 8.4052 |
| median | 22.2411 |
| Q3 | 36.6026 |
| 95-th percentile | 58.3888 |
| Maximum | 78.6328 |
| Range | 78.6039 |
| Interquartile range (IQR) | 28.1974 |
Descriptive statistics
| Standard deviation | 18.664601 |
|---|---|
| Coefficient of variation (CV) | 0.78427443 |
| Kurtosis | -0.69687447 |
| Mean | 23.798559 |
| Median Absolute Deviation (MAD) | 14.3442 |
| Skewness | 0.39605016 |
| Sum | 7037233.9 |
| Variance | 348.36734 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0972 | 3163 | 1.1% |
| 0.0973 | 3101 | 1.0% |
| 0.0971 | 3066 | 1.0% |
| 0.0975 | 2953 | 1.0% |
| 0.097 | 2914 | 1.0% |
| 0.0968 | 2771 | 0.9% |
| 0.0976 | 2623 | 0.9% |
| 0.0967 | 2443 | 0.8% |
| 0.0977 | 2344 | 0.8% |
| 0.0966 | 2285 | 0.8% |
| Other values (6154) | 268037 |
| Value | Count | Frequency (%) |
| 0.0289 | 1 | < 0.1% |
| 0.0291 | 1 | < 0.1% |
| 0.0294 | 1 | < 0.1% |
| 0.0297 | 3 | |
| 0.0298 | 1 | < 0.1% |
| 0.0299 | 5 | |
| 0.03 | 3 | |
| 0.0301 | 2 | < 0.1% |
| 0.0302 | 3 | |
| 0.0303 | 5 |
| Value | Count | Frequency (%) |
| 78.6328 | 7 | < 0.1% |
| 77.9697 | 6 | < 0.1% |
| 77.1883 | 3 | < 0.1% |
| 76.5489 | 10 | < 0.1% |
| 75.7953 | 9 | < 0.1% |
| 75.1784 | 18 | < 0.1% |
| 74.4511 | 23 | < 0.1% |
| 73.8555 | 26 | < 0.1% |
| 73.1532 | 51 | |
| 72.5778 | 71 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6449 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.057525 |
| Minimum | 0.0369 |
|---|---|
| Maximum | 103.4404 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0369 |
|---|---|
| 5-th percentile | 0.118 |
| Q1 | 7.785 |
| median | 24.0606 |
| Q3 | 40.4326 |
| 95-th percentile | 63.7159 |
| Maximum | 103.4404 |
| Range | 103.4035 |
| Interquartile range (IQR) | 32.6476 |
Descriptive statistics
| Standard deviation | 20.754063 |
|---|---|
| Coefficient of variation (CV) | 0.79647098 |
| Kurtosis | -0.74889733 |
| Mean | 26.057525 |
| Median Absolute Deviation (MAD) | 16.372 |
| Skewness | 0.40517955 |
| Sum | 7705210.3 |
| Variance | 430.73113 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1199 | 2011 | 0.7% |
| 0.1198 | 1975 | 0.7% |
| 0.1197 | 1910 | 0.6% |
| 0.1201 | 1852 | 0.6% |
| 0.1195 | 1834 | 0.6% |
| 0.1194 | 1769 | 0.6% |
| 0.1202 | 1739 | 0.6% |
| 0.1204 | 1724 | 0.6% |
| 0.1193 | 1644 | 0.6% |
| 0.1191 | 1479 | 0.5% |
| Other values (6439) | 277763 |
| Value | Count | Frequency (%) |
| 0.0369 | 1 | < 0.1% |
| 0.0377 | 1 | < 0.1% |
| 0.0378 | 2 | |
| 0.038 | 1 | < 0.1% |
| 0.0381 | 1 | < 0.1% |
| 0.0383 | 2 | |
| 0.0385 | 2 | |
| 0.0386 | 1 | < 0.1% |
| 0.0388 | 2 | |
| 0.039 | 3 |
| Value | Count | Frequency (%) |
| 103.4404 | 1 | < 0.1% |
| 102.3503 | 1 | < 0.1% |
| 100.0304 | 1 | < 0.1% |
| 93.6563 | 1 | < 0.1% |
| 90.6767 | 2 | < 0.1% |
| 89.8357 | 6 | < 0.1% |
| 88.8467 | 3 | < 0.1% |
| 88.0388 | 8 | |
| 87.0883 | 14 | |
| 86.3116 | 17 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6202 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.985805 |
| Minimum | 0.0311 |
|---|---|
| Maximum | 103.7538 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0311 |
|---|---|
| 5-th percentile | 0.108 |
| Q1 | 10.6647 |
| median | 27.7396 |
| Q3 | 42.7901 |
| 95-th percentile | 63.909 |
| Maximum | 103.7538 |
| Range | 103.7227 |
| Interquartile range (IQR) | 32.1254 |
Descriptive statistics
| Standard deviation | 20.773679 |
|---|---|
| Coefficient of variation (CV) | 0.74229341 |
| Kurtosis | -0.84000706 |
| Mean | 27.985805 |
| Median Absolute Deviation (MAD) | 15.2444 |
| Skewness | 0.19922163 |
| Sum | 8275402.5 |
| Variance | 431.54573 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1085 | 2980 | 1.0% |
| 0.1086 | 2884 | 1.0% |
| 0.1084 | 2862 | 1.0% |
| 0.1088 | 2862 | 1.0% |
| 0.1082 | 2564 | 0.9% |
| 0.1089 | 2421 | 0.8% |
| 0.1081 | 2307 | 0.8% |
| 0.108 | 2038 | 0.7% |
| 0.109 | 1910 | 0.6% |
| 0.1078 | 1751 | 0.6% |
| Other values (6192) | 271121 |
| Value | Count | Frequency (%) |
| 0.0311 | 1 | |
| 0.0312 | 1 | |
| 0.0316 | 2 | |
| 0.0317 | 1 | |
| 0.0319 | 1 | |
| 0.032 | 1 | |
| 0.0321 | 1 | |
| 0.0323 | 1 | |
| 0.0324 | 1 | |
| 0.0325 | 2 |
| Value | Count | Frequency (%) |
| 103.7538 | 1 | < 0.1% |
| 98.1088 | 1 | < 0.1% |
| 90.1079 | 1 | < 0.1% |
| 88.3056 | 2 | < 0.1% |
| 87.3522 | 15 | < 0.1% |
| 86.5731 | 18 | |
| 85.6562 | 17 | < 0.1% |
| 84.9067 | 23 | |
| 84.0241 | 32 | |
| 83.3024 | 44 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6270 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.020332 |
| Minimum | 0.033 |
|---|---|
| Maximum | 109.0714 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.033 |
|---|---|
| 5-th percentile | 0.1075 |
| Q1 | 9.8698 |
| median | 26.4004 |
| Q3 | 39.8842 |
| 95-th percentile | 56.5195 |
| Maximum | 109.0714 |
| Range | 109.0384 |
| Interquartile range (IQR) | 30.0144 |
Descriptive statistics
| Standard deviation | 18.984548 |
|---|---|
| Coefficient of variation (CV) | 0.72960437 |
| Kurtosis | -0.82243287 |
| Mean | 26.020332 |
| Median Absolute Deviation (MAD) | 14.2364 |
| Skewness | 0.13501527 |
| Sum | 7694212.1 |
| Variance | 360.41305 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1088 | 1321 | 0.4% |
| 0.1086 | 1284 | 0.4% |
| 0.1087 | 1276 | 0.4% |
| 0.109 | 1263 | 0.4% |
| 0.1091 | 1228 | 0.4% |
| 0.1093 | 1166 | 0.4% |
| 0.1094 | 1158 | 0.4% |
| 0.1084 | 1155 | 0.4% |
| 0.1082 | 1089 | 0.4% |
| 0.1096 | 1087 | 0.4% |
| Other values (6260) | 283673 |
| Value | Count | Frequency (%) |
| 0.033 | 1 | < 0.1% |
| 0.0335 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.034 | 1 | < 0.1% |
| 0.0341 | 3 | |
| 0.0342 | 1 | < 0.1% |
| 0.0343 | 2 | |
| 0.0344 | 2 |
| Value | Count | Frequency (%) |
| 109.0714 | 1 | < 0.1% |
| 86.7475 | 3 | < 0.1% |
| 85.8287 | 4 | < 0.1% |
| 85.0777 | 8 | < 0.1% |
| 84.1934 | 14 | < 0.1% |
| 83.4702 | 30 | |
| 82.6184 | 30 | |
| 81.9217 | 37 | |
| 81.1007 | 46 | |
| 80.4289 | 49 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6350 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.849304 |
| Minimum | 0.0337 |
|---|---|
| Maximum | 84.1371 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0337 |
|---|---|
| 5-th percentile | 0.1011 |
| Q1 | 7.9033 |
| median | 21.9959 |
| Q3 | 35.06 |
| 95-th percentile | 53.501 |
| Maximum | 84.1371 |
| Range | 84.1034 |
| Interquartile range (IQR) | 27.1567 |
Descriptive statistics
| Standard deviation | 17.485115 |
|---|---|
| Coefficient of variation (CV) | 0.76523621 |
| Kurtosis | -0.71170166 |
| Mean | 22.849304 |
| Median Absolute Deviation (MAD) | 13.3569 |
| Skewness | 0.3173942 |
| Sum | 6756539.1 |
| Variance | 305.72923 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.103 | 1245 | 0.4% |
| 0.1027 | 1237 | 0.4% |
| 0.1029 | 1194 | 0.4% |
| 0.1026 | 1169 | 0.4% |
| 0.1032 | 1156 | 0.4% |
| 0.1031 | 1131 | 0.4% |
| 0.1034 | 1121 | 0.4% |
| 0.1025 | 1114 | 0.4% |
| 0.1023 | 1082 | 0.4% |
| 0.1039 | 1075 | 0.4% |
| Other values (6340) | 284176 |
| Value | Count | Frequency (%) |
| 0.0337 | 1 | |
| 0.0342 | 1 | |
| 0.0343 | 1 | |
| 0.0344 | 1 | |
| 0.0345 | 1 | |
| 0.0346 | 1 | |
| 0.0348 | 2 | |
| 0.0349 | 2 | |
| 0.035 | 1 | |
| 0.0351 | 1 |
| Value | Count | Frequency (%) |
| 84.1371 | 1 | < 0.1% |
| 76.0113 | 3 | < 0.1% |
| 75.4135 | 4 | < 0.1% |
| 74.7083 | 14 | < 0.1% |
| 74.1305 | 2 | < 0.1% |
| 73.4487 | 16 | < 0.1% |
| 72.8899 | 12 | < 0.1% |
| 72.2303 | 28 | |
| 71.6896 | 35 | |
| 71.0511 | 45 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6197 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.909811 |
| Minimum | 0.032 |
|---|---|
| Maximum | 99.8467 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.032 |
|---|---|
| 5-th percentile | 0.107 |
| Q1 | 9.7787 |
| median | 27.3206 |
| Q3 | 45.0239 |
| 95-th percentile | 68.3837 |
| Maximum | 99.8467 |
| Range | 99.8147 |
| Interquartile range (IQR) | 35.2452 |
Descriptive statistics
| Standard deviation | 22.307585 |
|---|---|
| Coefficient of variation (CV) | 0.77162682 |
| Kurtosis | -0.90850806 |
| Mean | 28.909811 |
| Median Absolute Deviation (MAD) | 17.5796 |
| Skewness | 0.29125727 |
| Sum | 8548631.1 |
| Variance | 497.62837 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1077 | 2665 | 0.9% |
| 0.1075 | 2660 | 0.9% |
| 0.1078 | 2631 | 0.9% |
| 0.1079 | 2551 | 0.9% |
| 0.1074 | 2502 | 0.8% |
| 0.108 | 2493 | 0.8% |
| 0.1082 | 2471 | 0.8% |
| 0.1072 | 2395 | 0.8% |
| 0.1071 | 2047 | 0.7% |
| 0.1083 | 1991 | 0.7% |
| Other values (6187) | 271294 |
| Value | Count | Frequency (%) |
| 0.032 | 1 | < 0.1% |
| 0.0321 | 1 | < 0.1% |
| 0.0322 | 1 | < 0.1% |
| 0.0326 | 3 | |
| 0.0327 | 2 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.0329 | 4 | |
| 0.0332 | 3 | |
| 0.0333 | 5 | |
| 0.0334 | 3 |
| Value | Count | Frequency (%) |
| 99.8467 | 1 | < 0.1% |
| 91.4606 | 1 | < 0.1% |
| 89.5776 | 1 | < 0.1% |
| 86.9716 | 2 | < 0.1% |
| 86.0327 | 5 | < 0.1% |
| 85.2654 | 2 | < 0.1% |
| 84.3623 | 9 | < 0.1% |
| 83.6241 | 10 | < 0.1% |
| 82.7549 | 29 | |
| 82.0441 | 59 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 49.75 | 26.62 | 243.4281 | 0.1996 | 0.4726 | 0.5464 | 0.7433 | 5.1237 | 6.2256 | 3.3753 | 5.1647 | 41.9221 | 37.6116 | 46.0632 | 50.2454 | 40.4633 | 35.3528 | 51.2656 |
| 1 | 0.309 | 0.0 | 49.75 | 26.62 | 242.1058 | 0.2000 | 0.4652 | 0.5408 | 0.7291 | 4.8246 | 5.7661 | 3.1974 | 4.8375 | 44.2479 | 36.2778 | 43.5244 | 46.7015 | 41.2376 | 36.0921 | 51.5462 |
| 2 | 0.618 | 0.0 | 49.75 | 26.62 | 241.7649 | 0.1992 | 0.4586 | 0.5356 | 0.7164 | 4.5693 | 5.3983 | 3.0349 | 4.5027 | 43.2879 | 36.1321 | 45.3583 | 51.1056 | 31.9957 | 35.1925 | 22.4640 |
| 3 | 0.929 | 0.0 | 49.75 | 26.62 | 241.4219 | 0.2000 | 0.0739 | 0.1699 | 0.1282 | 0.1676 | 0.1650 | 0.1673 | 0.1381 | 0.5608 | 0.2480 | 0.3353 | 0.1848 | 0.1694 | 0.1434 | 0.1404 |
| 4 | 1.238 | 0.0 | 49.75 | 26.62 | 241.0920 | 0.8712 | 0.0627 | 0.1507 | 0.1060 | 0.1065 | 0.1105 | 0.1357 | 0.1145 | 0.1235 | 0.1081 | 0.1337 | 0.1206 | 0.1223 | 0.1096 | 0.1139 |
| 5 | 1.544 | 0.0 | 49.75 | 26.62 | 241.1269 | 0.8893 | 0.0699 | 0.1447 | 0.1052 | 0.1016 | 0.1074 | 0.1290 | 0.1159 | 0.1098 | 0.1013 | 0.1228 | 0.1143 | 0.1166 | 0.1066 | 0.1110 |
| 6 | 1.855 | 0.0 | 49.75 | 26.62 | 241.1623 | 0.8945 | 0.0755 | 0.1410 | 0.1072 | 0.1003 | 0.1089 | 0.1260 | 0.1179 | 0.1078 | 0.1001 | 0.1212 | 0.1128 | 0.1153 | 0.1064 | 0.1103 |
| 7 | 2.162 | 0.0 | 49.75 | 26.62 | 241.1973 | 0.8970 | 0.0793 | 0.1396 | 0.1100 | 0.1006 | 0.1112 | 0.1249 | 0.1201 | 0.1076 | 0.0998 | 0.1210 | 0.1123 | 0.1149 | 0.1067 | 0.1100 |
| 8 | 2.471 | 0.0 | 49.75 | 26.62 | 241.2400 | 0.8972 | 0.0820 | 0.1399 | 0.1130 | 0.1014 | 0.1135 | 0.1249 | 0.1223 | 0.1075 | 0.0996 | 0.1213 | 0.1117 | 0.1149 | 0.1068 | 0.1100 |
| 9 | 2.780 | 0.0 | 49.75 | 26.62 | 241.2848 | 0.8980 | 0.0843 | 0.1407 | 0.1160 | 0.1025 | 0.1155 | 0.1255 | 0.1245 | 0.1076 | 0.0994 | 0.1213 | 0.1116 | 0.1148 | 0.1072 | 0.1099 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295690 | 90906.810 | 0.0 | 62.78 | 26.5 | 0.2009 | 0.2140 | 0.7717 | 1.9802 | 3.2957 | 2.2565 | 3.2564 | 3.6900 | 5.0615 | 7.3911 | 7.1167 | 8.7984 | 13.3484 | 17.7999 | 18.3632 | 24.7048 |
| 295691 | 90907.115 | 0.0 | 62.78 | 26.5 | 0.0547 | 0.2090 | 5.3110 | 11.8028 | 19.1729 | 11.1400 | 17.5508 | 19.0950 | 23.9489 | 41.6828 | 31.6407 | 44.1742 | 47.2109 | 52.4422 | 40.0160 | 57.4449 |
| 295692 | 90907.419 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2050 | 19.7109 | 35.6216 | 50.3585 | 22.9051 | 43.2625 | 47.8646 | 55.4047 | 61.0769 | 44.8018 | 63.7159 | 60.7607 | 67.4369 | 48.1178 | 68.3837 |
| 295693 | 90907.724 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2030 | 41.2790 | 60.5615 | 75.1638 | 29.7970 | 65.8970 | 67.0156 | 73.7472 | 63.5216 | 49.0530 | 67.6646 | 67.8697 | 68.4882 | 49.4775 | 69.4831 |
| 295694 | 90908.029 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2014 | 58.5022 | 70.2486 | 77.8317 | 30.9473 | 70.6198 | 78.4368 | 80.5302 | 60.6597 | 50.2422 | 71.4844 | 64.8558 | 69.0754 | 50.3730 | 70.6179 |
| 295695 | 90908.334 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2010 | 67.0368 | 75.0345 | 80.0247 | 31.4812 | 70.1076 | 79.9474 | 79.8631 | 62.5385 | 50.2422 | 70.3356 | 63.4039 | 68.0064 | 50.3730 | 69.4831 |
| 295696 | 90908.638 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2006 | 67.5047 | 74.3444 | 77.2091 | 31.0671 | 67.3691 | 74.2258 | 76.3203 | 63.9786 | 49.9123 | 66.0832 | 63.9090 | 66.4169 | 49.4775 | 70.0976 |
| 295697 | 90908.943 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2000 | 62.6869 | 71.3877 | 69.2228 | 30.1786 | 63.9733 | 67.5130 | 71.3400 | 61.5850 | 51.7813 | 65.6318 | 63.9090 | 64.0377 | 49.4775 | 69.4831 |
| 295698 | 90909.248 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2002 | 57.3178 | 67.0368 | 66.6330 | 28.9769 | 60.4399 | 61.9856 | 63.0846 | 58.4235 | 54.8903 | 71.4844 | 64.3359 | 60.8831 | 48.9146 | 68.9791 |
| 295699 | 90909.553 | 0.0 | 62.78 | 26.5 | 0.0000 | 0.2000 | 54.4606 | 62.6869 | 62.7987 | 27.9625 | 56.1324 | 57.6490 | 58.8183 | 59.7614 | 53.4783 | 72.1267 | 62.9890 | 59.6018 | 48.1178 | 67.8952 |